diff --git a/doc/_static/versions.json b/doc/_static/versions.json
new file mode 100644
index 000000000..a1434e297
--- /dev/null
+++ b/doc/_static/versions.json
@@ -0,0 +1,12 @@
+[
+    {
+        "name": "0.2 (devel)",
+        "version": "dev",
+        "url": "https://www.pywhy.org/pywhy-graphs/dev/index.html"
+    },
+    {
+        "name": "0.1",
+        "version": "stable",
+        "url": "https://www.pywhy.org/pywhy-graphs/stable/index.html"
+    }
+]
diff --git a/doc/_templates/docs-navbar.html b/doc/_templates/docs-navbar.html
deleted file mode 100644
index 8abc16f1e..000000000
--- a/doc/_templates/docs-navbar.html
+++ /dev/null
@@ -1,20 +0,0 @@
-{%- extends "pydata_sphinx_theme/docs-navbar.html" %}
-
-{%- block icon_links -%}
-<!-- begin version dropdown -->
-<ul class="navbar-nav">
-    <li class="mr-2 dropdown">
-        <button type="button" class="btn btn-primary btn-sm navbar-btn dropdown-toggle" id="dLabelMore" data-toggle="dropdown">
-            v{{ release }}
-            <span class="caret"></span>
-        </button>
-        <ul class="dropdown-menu" aria-labelledby="dLabelMore">
-            {%- for ver, txt in versions_dropdown.items() %}
-            <li><a href="https://py-why.github.io/pywhy-graphs/{{ ver }}/index.html">{{ txt }}</a></li>
-            {%- endfor %}
-        </ul>
-    </li>
-</ul>
-<!-- end version dropdown -->
-{%- include "icon-links.html" with context -%}
-{%- endblock %}
diff --git a/doc/_templates/docs-toc.html b/doc/_templates/docs-toc.html
deleted file mode 100644
index 97dc4a69f..000000000
--- a/doc/_templates/docs-toc.html
+++ /dev/null
@@ -1,13 +0,0 @@
-{% set page_toc = generate_toc_html() %}
-
-{%- if page_toc | length >= 1 %}
-<div class="tocsection onthispage pt-5 pb-3">
-    <i class="fas fa-list"></i> On this page
-</div>
-{%- endif %}
-
-<nav id="bd-toc-nav">
-    {{ page_toc }}
-</nav>
-
-{% include "edit_this_page.html" %}
diff --git a/doc/_templates/version-switcher.html b/doc/_templates/version-switcher.html
deleted file mode 100644
index 34a6da54b..000000000
--- a/doc/_templates/version-switcher.html
+++ /dev/null
@@ -1,11 +0,0 @@
-<div class="dropdown">
-    <button type="button" class="btn btn-{% if (build_dev_html|tobool) %}danger{% else %}primary{% endif %} btn-sm navbar-btn dropdown-toggle" id="dLabelMore" data-toggle="dropdown">
-        v{{ release }}
-        <span class="caret"></span>
-    </button>
-    <div class="dropdown-menu list-group-flush py-0" aria-labelledby="dLabelMore">
-        {%- for ver, txt in versions_dropdown.items() %}
-        <a class="list-group-item list-group-item-action py-1" href="https://py-why.github.io/pywhy-graphs/{{ ver }}/index.html">{{ txt }}</a>
-        {%- endfor %}
-    </div>
-</div>
diff --git a/doc/conf.py b/doc/conf.py
index 9afea6489..ed3c0144d 100644
--- a/doc/conf.py
+++ b/doc/conf.py
@@ -36,6 +36,7 @@
 copyright = f"{datetime.today().year}, Adam Li"
 author = "Adam Li"
 version = pywhy_graphs.__version__
+release = version
 
 # -- General configuration ---------------------------------------------------
 
@@ -270,6 +271,7 @@ def setup(app):
 html_css_files = ["css/custom.css"]
 html_favicon = "_static/favicon_url.ico"
 
+switcher_version_match = "dev" if "dev" in release else version
 html_theme_options = {
     "icon_links": [
         dict(
@@ -281,7 +283,11 @@ def setup(app):
     "use_edit_page_button": False,
     "navigation_with_keys": False,
     "show_toc_level": 1,
-    "navbar_end": ["version-switcher", "navbar-icon-links"],
+    "navbar_end": ["theme-switcher", "version-switcher", "navbar-icon-links"],
+    "switcher": {
+        "json_url": "https://raw.githubusercontent.com/neurodata/treeple/main/doc/_static/versions.json",  # noqa: E501
+        "version_match": switcher_version_match,
+    },
 }
 
 scrapers = ("matplotlib",)